2D Semantic Segmentation on Yelp Review Dataset (Small)

Metric: G-Score (BLEU, Accuracy) (higher is better)

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#	Model↕	G-Score (BLEU, Accuracy)▼	Extra Data	Paper	Date↕	Code
1	SAE+Discriminator	74.56	No	Style Transfer for Texts: Retrain, Report Errors...	2019-08-19	Code
2	LatentOps (Few shot)	71.6	No	Composable Text Controls in Latent Space with ODEs	2022-08-01	Code
3	SentiInc	66.25	No	-	-	-
4	DeleteAndRetrieve	54.64	No	Delete, Retrieve, Generate: A Simple Approach to...	2018-04-17	Code
5	DeleteOnly	54.11	No	Delete, Retrieve, Generate: A Simple Approach to...	2018-04-17	Code
6	MultiDecoder	45.02	No	Style Transfer in Text: Exploration and Evaluation	2017-11-18	Code
7	CAE	38.66	No	Style Transfer from Non-Parallel Text by Cross-A...	2017-05-26	Code
8	StyleEmbedding	31.31	No	Style Transfer in Text: Exploration and Evaluation	2017-11-18	Code

#1SAE+DiscriminatorSOTA
74.56
G-Score (BLEU, Accuracy)· 2019-08-19
Style Transfer for Texts: Retrain, Report Errors, Compare with Rewrites Code
#2LatentOps (Few shot)
71.6
G-Score (BLEU, Accuracy)· 2022-08-01
Composable Text Controls in Latent Space with ODEs Code
#3SentiInc
66.25
G-Score (BLEU, Accuracy)
No paper
#4DeleteAndRetrieveSOTA
54.64
G-Score (BLEU, Accuracy)· 2018-04-17
Delete, Retrieve, Generate: A Simple Approach to Sentiment and Style Transfer Code
#5DeleteOnly
54.11
G-Score (BLEU, Accuracy)· 2018-04-17
Delete, Retrieve, Generate: A Simple Approach to Sentiment and Style Transfer Code
#6MultiDecoderSOTA
45.02
G-Score (BLEU, Accuracy)· 2017-11-18
Style Transfer in Text: Exploration and Evaluation Code
#7CAESOTA
38.66
G-Score (BLEU, Accuracy)· 2017-05-26
Style Transfer from Non-Parallel Text by Cross-Alignment Code
#8StyleEmbedding
31.31
G-Score (BLEU, Accuracy)· 2017-11-18
Style Transfer in Text: Exploration and Evaluation Code